Unsupervised and Semisupervised Machine Learning Frameworks for Multiclass Tool Wear Recognition

M Assafo, P Langendoerfer - IEEE Open Journal of the …, 2024 - ieeexplore.ieee.org
Tool condition monitoring (TCM) is crucial to ensure good quality products and avoid
downtime. Machine learning has proven to be vital for TCM. However, existing works are …

Tool Condition Monitoring Based on Nonlinear Output Frequency Response Functions and Multivariate Control Chart

Y Gui, Z Lang, Z Liu, H Laalej - Journal of Dynamics, Monitoring …, 2023 - ojs.istp-press.com
Tool condition monitoring (TCM) is a key technology for intelligent manufacturing. The
objective is to monitor the tool operation status and detect tool breakage so that the tool can …

Vibration Signal-based Tool Condition Monitoring Using Regularized Sensor Data Modelling and Model Frequency Analysis

Z Liu, ZQ Lang, Y Gui, YP Zhu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Tool condition monitoring (TCM) plays a vital role in maintaining product quality and
improving productivity in advanced manufacturing. However, complex machining …